# Beyond Self-Attention: External Attention Using Two Linear Layers for Visual Tasks

> Research article (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022) · cited 620× · AI/ML

**Wikidata**: [openalex:W4302275239](https://www.wikidata.org/wiki/openalex:W4302275239)  
**Source**: https://4ort.xyz/entity/beyond-self-attention-external-attention-using-two-linear-layers-for-visual-tasks